Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "167" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 243 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 227 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3360 try: -> 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'Ant' The above exception was the direct cause of the following exception: KeyError Traceback (most recent call last) /tmp/ipykernel_15961/3863632283.py in <module> 8 # Add this day to the antenna 9 row = df.loc[n] ---> 10 antnum = row['Ant'] 11 if antnum != int(antenna): 12 continue ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key) 940 941 elif key_is_scalar: --> 942 return self._get_value(key) 943 944 if is_hashable(key): ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable) 1049 1050 # Similar to Index.get_value, but we do not fall back to positional -> 1051 loc = self.index.get_loc(label) 1052 return self.index._get_values_for_loc(self, loc, label) 1053 ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: -> 3363 raise KeyError(key) from err 3364 3365 if is_scalar(key) and isna(key) and not self.hasnans: KeyError: 'Ant'
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.710893 | 6.301431 | 12.936009 | 9.686926 | 12.053846 | 25.285677 | 16.875952 | 17.508894 | 0.6710 | 0.6468 | 0.1444 | 12.802775 | 7.509326 |
| 2459593 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 23.866913 | 20.913294 | 15.963782 | 18.950139 | 34.956373 | 30.803573 | 58.088965 | 23.576756 | 0.5725 | 0.5533 | 0.1157 | 5.347863 | 3.544493 |
| 2459592 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.651475 | 0.600311 | 48.536677 | 55.477122 | 37.885316 | 30.106465 | 12.106827 | 8.555803 | 0.5818 | 0.6251 | 0.2505 | nan | nan |
| 2459591 | digital_ok | 100.00% | 0.00% | 4.86% | 0.00% | 100.00% | 0.00% | 30.484044 | 24.335555 | 18.176512 | 22.856177 | 21.609129 | 28.284316 | 18.437114 | 16.132078 | 0.5030 | 0.5035 | 0.1711 | 3.556889 | 2.672152 |
| 2459590 | digital_ok | 100.00% | 0.54% | 4.86% | 0.00% | 100.00% | 0.00% | 26.209181 | 26.137947 | 16.999013 | 19.740970 | 21.625790 | 28.311456 | 45.738703 | 29.302424 | 0.5278 | 0.5039 | 0.1921 | 5.048707 | 3.415415 |
| 2459589 | digital_ok | 100.00% | 5.94% | 5.40% | 0.00% | 100.00% | 0.00% | 28.642050 | 26.041231 | 13.859954 | 16.116152 | 18.124457 | 20.130986 | 20.842017 | 15.899007 | 0.5640 | 0.5417 | 0.1433 | 5.100142 | 3.288202 |
| 2459588 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.064207 | 20.763280 | 19.483500 | 21.396399 | 25.431392 | 28.689526 | 15.143632 | 20.512816 | 0.6171 | 0.5802 | 0.1244 | 8.351747 | 4.645002 |
| 2459587 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 24.530660 | 27.194729 | 27.375796 | 31.411775 | 2.469128 | 4.972816 | 13.193223 | 31.428329 | nan | nan | nan | 5.877902 | 4.374129 |
| 2459586 | digital_ok | 100.00% | 17.30% | 3.78% | 0.00% | 100.00% | 0.00% | 39.340057 | 22.358476 | 1.490526 | 1.904547 | 11.556675 | 11.318021 | 75.436089 | 36.054995 | 0.4822 | 0.5054 | 0.1585 | 3.575240 | 2.856197 |
| 2459585 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.741865 | 22.174127 | 18.862903 | 22.499537 | 9.728925 | 9.464957 | 44.741712 | 28.480335 | 0.5317 | 0.5815 | 0.1682 | 0.000000 | 0.000000 |
| 2459584 | digital_ok | 100.00% | 63.39% | 51.62% | 0.00% | 100.00% | 0.00% | 59.606095 | 37.484714 | 22.539544 | 32.661703 | 12.985863 | 15.459672 | 59.774787 | 47.798659 | 0.4220 | 0.4550 | 0.1565 | 3.635780 | 4.329284 |
| 2459583 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | digital_ok | 100.00% | 15.14% | 0.00% | 0.00% | 100.00% | 0.00% | 43.126258 | 22.644077 | 5.779984 | 8.793763 | 21.561679 | 24.276491 | 33.431943 | 11.783116 | 0.4756 | 0.5175 | 0.1930 | 3.191825 | 2.781079 |
| 2459581 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 36.925117 | 31.208882 | 7.090272 | 9.469837 | 15.646993 | 16.927977 | 48.472061 | 12.098237 | 0.5046 | 0.5152 | 0.1779 | 3.556910 | 3.068633 |
| 2459580 | digital_ok | 100.00% | 2.70% | 0.54% | 0.00% | 100.00% | 0.00% | 38.239321 | 23.347992 | 7.041175 | 9.902292 | 18.012527 | 20.662900 | 73.247568 | 23.973898 | 0.4840 | 0.5145 | 0.1807 | 4.967485 | 4.075511 |
| 2459579 | digital_ok | 100.00% | 27.55% | 10.80% | 0.00% | 100.00% | 0.00% | 47.613793 | 21.771210 | 7.721101 | 11.614940 | 24.603444 | 25.354118 | 25.177001 | 18.333883 | 0.4699 | 0.5045 | 0.1987 | 5.771562 | 4.084161 |
| 2459578 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.203603 | 1.037098 | 26.389645 | 30.883294 | 48.880644 | 34.604762 | 161.219476 | 93.334503 | 0.5726 | 0.6532 | 0.2363 | nan | nan |
| 2459577 | digital_ok | 100.00% | 0.00% | 2.16% | 0.00% | 100.00% | 0.00% | 35.883746 | 31.395424 | 6.735675 | 8.609234 | 20.269061 | 19.716920 | 54.788369 | 24.604644 | 0.5009 | 0.5100 | 0.1821 | 4.163789 | 3.407131 |
| 2459576 | digital_ok | 100.00% | 5.94% | 0.00% | 0.00% | 100.00% | 0.00% | 40.034899 | 21.989257 | 4.076088 | 6.163762 | 21.168623 | 18.692770 | 84.124061 | 60.310452 | 0.4932 | 0.5242 | 0.1609 | 3.234331 | 2.716440 |
| 2459575 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 46.734968 | 22.193829 | 4.229756 | 6.783928 | 14.511009 | 15.389311 | 9.071717 | 6.726440 | 0.5880 | 0.6033 | 0.1507 | 3.374387 | 3.065170 |
| 2459574 | digital_ok | 100.00% | 2.16% | 12.45% | 0.00% | 100.00% | 0.00% | 20.826093 | 22.376518 | 5.198499 | 5.978196 | 17.586057 | 22.136951 | 31.193683 | 20.092826 | 0.5393 | 0.5190 | 0.1874 | 4.214995 | 2.962136 |
| 2459573 | digital_ok | 100.00% | 17.31% | 0.00% | 0.00% | 100.00% | 0.00% | 46.268749 | 23.324596 | 8.109540 | 13.016640 | 29.451843 | 21.804490 | 37.486253 | 15.274941 | 0.4848 | 0.5258 | 0.1913 | 3.202867 | 2.816697 |
| 2459572 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 26.703165 | 24.212700 | 5.199219 | 6.209372 | 14.770473 | 13.306006 | 26.177574 | 6.823218 | 0.5317 | 0.5378 | 0.1802 | 5.173780 | 4.213379 |
| 2459571 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | digital_ok | 100.00% | 29.73% | 20.00% | 0.00% | 100.00% | 0.00% | 18.791754 | 12.550634 | -0.906935 | -0.543379 | 3.716067 | 0.801579 | 11.185165 | 2.335956 | 0.4792 | 0.5276 | 0.1665 | 0.000000 | 0.000000 |
| 2459569 | digital_ok | 100.00% | 3.79% | 0.00% | 0.00% | 100.00% | 0.00% | 37.877471 | 22.449109 | 4.918099 | 7.557184 | 13.820264 | 10.263200 | 12.106114 | 8.634861 | 0.6418 | 0.6402 | 0.1104 | 6.526060 | 4.137133 |
| 2459566 | digital_ok | 100.00% | 1.08% | 0.00% | 0.00% | 100.00% | 0.00% | 28.217287 | 19.301325 | 6.950158 | 9.201557 | 19.361939 | 18.173671 | 17.650249 | 11.029146 | 0.5144 | 0.5238 | 0.1901 | 3.318738 | 2.720929 |
| 2459565 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_ok | 100.00% | 20.24% | 2.31% | 0.00% | 100.00% | 0.00% | 41.646406 | 18.350533 | -0.376425 | 0.365480 | 1.823314 | 2.232678 | 40.931201 | 9.991918 | 0.4689 | 0.5326 | 0.1455 | 2.282161 | 2.733173 |
| 2459563 | digital_ok | 100.00% | 11.35% | 0.00% | 0.00% | 100.00% | 0.00% | 33.943253 | 23.916929 | 14.752659 | 19.365729 | 18.972464 | 19.229250 | 61.414063 | 19.952393 | 0.5221 | 0.5273 | 0.2067 | 2.800558 | 2.616640 |
| 2459562 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 32.486266 | 10.633264 | -0.434009 | 0.106518 | 3.642284 | 1.253752 | 17.915908 | 3.028709 | 0.5182 | 0.5811 | 0.2541 | 2.630111 | 3.005097 |
| 2459561 | digital_ok | 100.00% | 3.24% | 0.00% | 0.00% | 100.00% | 0.00% | 23.689400 | 15.420810 | -0.546181 | 0.614414 | 2.938904 | 2.596633 | 47.135594 | 13.254404 | 0.5411 | 0.5378 | 0.2496 | 3.565242 | 3.032806 |
| 2459560 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 35.461627 | 12.456828 | -0.200004 | 0.892216 | 2.851281 | 2.606538 | 20.766869 | 9.287513 | 0.5236 | 0.5748 | 0.2543 | 2.614969 | 3.012298 |
| 2459558 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.008240 | 24.364935 | 9.265899 | 10.389568 | 17.259202 | 20.791794 | 75.968222 | 28.552741 | 0.5787 | 0.5301 | 0.2754 | 6.187807 | 4.331365 |
| 2459557 | digital_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7195 | 0.7147 | 0.2033 | nan | nan |
| 2459556 | digital_ok | 100.00% | 8.65% | 0.00% | 0.00% | 100.00% | 0.00% | 37.485354 | 25.911573 | 8.121740 | 10.380125 | 20.874398 | 16.607533 | 158.528739 | 21.117789 | 0.5166 | 0.5294 | 0.2310 | 4.593731 | 4.271223 |
| 2459554 | digital_ok | - | 16.21% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.4969 | 0.5727 | 0.2543 | nan | nan |
| 2459553 | digital_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5157 | 0.5747 | 0.2644 | nan | nan |
| 2459552 | digital_ok | 100.00% | 16.76% | 11.35% | 0.00% | 100.00% | 0.00% | 34.139693 | 33.484692 | 11.684464 | 13.480266 | 38.547718 | 32.924349 | 59.392981 | 26.259465 | 0.5322 | 0.5228 | 0.2057 | 15.204135 | 16.015828 |
| 2459551 | digital_ok | 100.00% | 15.13% | 0.00% | 0.00% | 100.00% | 0.00% | 24.955008 | 15.279968 | -0.676598 | 0.275370 | 4.777175 | 2.280847 | 41.697675 | 8.481895 | 0.5027 | 0.5427 | 0.1829 | 2.476407 | 2.857145 |
| 2459550 | digital_ok | - | 30.48% | 29.65% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.3958 | 0.4457 | 0.1388 | nan | nan |
| 2459549 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459542 | digital_ok | 100.00% | 14.77% | 6.26% | 0.00% | 100.00% | 0.00% | 58.361740 | 30.888225 | 13.077797 | 20.311504 | 1.421094 | 1.558896 | 34.932662 | 29.682247 | 0.5673 | 0.6010 | 0.1132 | 3.811829 | 3.907118 |
| 2459541 | digital_ok | 100.00% | 21.25% | 17.00% | 0.45% | 100.00% | 0.00% | 51.923163 | 37.604105 | 8.070384 | 10.621819 | 11.304870 | 12.076623 | 29.250134 | 16.345715 | 0.5649 | 0.5760 | 0.0953 | 3.042966 | 3.460999 |
| 2459540 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.539310 | 14.079661 | 1.328301 | 1.960229 | 4.249236 | 4.403566 | 7.130727 | 11.087921 | 0.6699 | 0.6335 | 0.2261 | 3.717519 | 3.069696 |
| 2459536 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 27.907164 | 32.839883 | 15.893645 | 17.234023 | 19.410388 | 24.139538 | 24.166847 | 59.969235 | 0.5826 | 0.5450 | 0.2220 | 0.000000 | 0.000000 |
| 2459535 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.550691 | 10.844890 | 0.926644 | 1.672777 | 3.591595 | 4.013366 | 12.992928 | 12.357910 | 0.7052 | 0.6521 | 0.2510 | 0.809359 | 0.811288 |
| 2459534 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.322121 | 9.571957 | -0.002315 | 1.032885 | 4.350416 | 3.740830 | 13.620186 | 36.498207 | 0.6905 | 0.6355 | 0.2976 | -0.000000 | -0.000000 |
| 2459533 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.664274 | 19.080355 | 10.290034 | 11.721705 | 13.417058 | 16.143736 | 21.273872 | 20.107586 | 0.6759 | 0.5847 | 0.3769 | 0.000000 | 0.000000 |
| 2459532 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.631502 | 27.052297 | 13.883889 | 14.302457 | 14.740896 | 19.887756 | 38.196017 | 19.217266 | 0.6804 | 0.5629 | 0.3760 | 9.025607 | 5.334202 |
| 2459530 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459527 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.361179 | 5.040793 | 28.372997 | 31.178006 | 30.129953 | 19.900269 | 37.498775 | 23.499263 | 0.7967 | 0.9176 | 0.2416 | nan | nan |
| 2459508 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.227419 | 18.130037 | 8.701965 | 8.973728 | 9.993192 | 9.996873 | 11.549217 | 11.536367 | 0.9032 | 0.9109 | 0.1566 | 0.000000 | 0.000000 |
| 2459505 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.679721 | 26.221580 | 10.385137 | 9.577327 | 3.205135 | 10.653943 | 3.065982 | 24.888850 | 0.7674 | 0.7709 | 0.1090 | 17.207600 | 18.070501 |
| 2459503 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.455333 | 16.646026 | 8.386299 | 10.960297 | 23.782251 | 22.543278 | 166.230555 | 29.466664 | 0.1080 | 0.1218 | 0.0126 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 41.849911 | 31.475138 | 29.266979 | 22.272781 | 18.305126 | 35.458534 | 41.849911 | 18.041848 | 28.970432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 40.043213 | 29.234949 | 24.647925 | 24.161373 | 23.013148 | 38.837771 | 40.043213 | 7.922082 | 13.936378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 55.690161 | 25.187510 | 18.822244 | 25.417080 | 21.264081 | 39.544403 | 55.690161 | 16.141049 | 41.387864 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 46.070496 | 20.576865 | 24.734370 | 17.821728 | 21.450253 | 28.210039 | 26.919785 | 46.070496 | 11.481713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 130.887177 | 26.426966 | 26.188343 | 25.550860 | 20.878333 | 39.450683 | 42.814574 | 31.447933 | 130.887177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 90.597374 | 16.273312 | 16.585959 | 37.506291 | 34.508922 | 33.974388 | 36.852619 | 28.546107 | 90.597374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 67.747600 | 32.682386 | 18.701159 | 21.596702 | 28.407529 | 40.291945 | 38.383723 | 67.747600 | 28.101123 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 28.969140 | 19.658025 | 25.227944 | 7.751371 | 6.457614 | 17.491320 | 18.365297 | 17.721909 | 28.969140 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | 27.959045 | 18.357368 | 27.959045 | 3.854690 | 3.121357 | 9.660050 | 10.825624 | 1.728930 | 16.269365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 29.062020 | 4.327875 | 2.474508 | 0.248791 | 0.715140 | 0.198658 | -0.589533 | 29.062020 | 9.160660 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 28.664329 | 13.460318 | 15.154183 | 5.954006 | 5.618118 | 16.987666 | 22.354998 | 16.337907 | 28.664329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 55.938799 | 13.060881 | 21.212580 | 7.039973 | 7.499548 | 26.364239 | 28.961544 | 55.938799 | 11.313412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 19.332312 | 19.332312 | 12.061270 | 7.216353 | 7.322389 | 11.110378 | 12.239461 | 8.657109 | -0.450851 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 7.604159 | 7.450015 | 6.585344 | 1.450884 | 1.596596 | 2.988521 | 1.586508 | 7.604159 | 1.243583 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 143.871954 | 10.345130 | 16.877291 | 0.926785 | 0.640896 | 1.672636 | 4.136701 | 47.988483 | 143.871954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 104.053018 | 16.493206 | 39.685260 | 5.948898 | 4.223198 | 8.883014 | 11.359751 | 45.678406 | 104.053018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 30.351033 | 20.217467 | 18.811587 | 7.669581 | 6.623169 | 11.684551 | 29.476330 | 16.187944 | 30.351033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 14.569457 | 11.255097 | 14.569457 | 1.327069 | 1.088374 | 4.980689 | 3.169660 | 9.968726 | 12.959683 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 167.051130 | 11.607444 | 15.798772 | 0.915264 | 0.598856 | 3.151238 | 9.164127 | 53.353634 | 167.051130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 24.516452 | 24.516452 | 19.857246 | 9.924685 | 9.149606 | 11.104387 | 14.200864 | 12.445524 | 7.616438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 14.966346 | 11.338129 | 14.966346 | 3.225452 | 3.781184 | 2.197548 | 4.020813 | 0.812722 | 3.643127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 28.899941 | 9.142020 | 14.658568 | 8.724242 | 6.571115 | 8.557964 | 18.578077 | 2.051940 | 28.899941 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 65.474382 | 32.036666 | 15.799737 | 6.210402 | 9.083739 | 43.613482 | 22.693134 | 65.474382 | 43.281852 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 12.960050 | 6.117850 | 3.263970 | 0.020523 | 0.520622 | 4.617881 | 2.975408 | 12.960050 | 8.652254 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 75.368314 | 16.098409 | 9.368236 | 2.854974 | 3.493213 | 10.346749 | 10.157890 | 75.368314 | 10.433587 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 42.048537 | 6.578740 | 18.512216 | 3.171057 | 1.780668 | 2.751497 | 5.666844 | 15.913110 | 42.048537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 171.380209 | 43.969477 | 5.196181 | 2.262132 | 3.521376 | 15.344025 | 6.135519 | 171.380209 | 31.269547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 111.217139 | 36.205122 | 3.188008 | 2.041121 | 2.966443 | 10.485621 | 3.375087 | 111.217139 | 10.281300 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 184.796833 | 9.852424 | 30.843733 | 3.121711 | 1.792425 | 15.799799 | 33.136006 | 30.215319 | 184.796833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 177.697575 | 16.426601 | 19.235148 | 9.241149 | 10.225707 | 28.130099 | 51.510971 | 100.836304 | 177.697575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 91.468388 | 18.194239 | 21.435991 | 7.909117 | 8.496646 | 18.508055 | 16.887419 | 91.468388 | 57.180665 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 162.689385 | 42.314312 | 15.479288 | 1.861377 | 1.893071 | 12.429689 | 8.258905 | 162.689385 | 80.416838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | 40.189265 | 40.189265 | 18.792461 | 3.828305 | 4.170233 | 8.620160 | 7.197389 | 31.339520 | 13.036737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 91.760648 | 11.918635 | 16.437704 | 30.148264 | 31.739884 | 91.760648 | 40.721986 | 55.193747 | 31.545499 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | Not Found | nn Temporal Discontinuties | 69.083301 | 28.762721 | 21.314056 | 46.844982 | 43.302694 | 39.132005 | 21.526885 | 69.083301 | 21.177647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 517.297924 | 15.095222 | 25.590342 | 1.251644 | 1.049451 | 8.624087 | 27.245025 | 134.946332 | 517.297924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 934.298093 | 8.479923 | 19.677550 | 29.382406 | 33.248453 | 38.148056 | 27.708476 | 934.298093 | 378.789579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | 25.560913 | 25.560913 | 18.709283 | 10.402718 | 14.237222 | 21.708831 | 16.064869 | 12.247153 | 24.611395 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 75.435075 | 13.570250 | 19.399382 | 43.155933 | 45.951475 | 75.435075 | 19.523048 | 18.450577 | 17.699910 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 61.989648 | 13.837026 | 21.675400 | 58.077651 | 61.989648 | 27.957263 | 19.815228 | 29.272633 | 32.833040 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 20.034323 | 15.060474 | 20.034323 | 13.880770 | 12.912402 | 16.745201 | 16.110156 | 5.221264 | 16.066854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 15.030732 | 12.404322 | 7.914478 | 2.708688 | 3.537977 | 4.613416 | 4.915391 | 15.030732 | 5.860209 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 32.152770 | 16.864524 | 10.468452 | 32.152770 | 29.626560 | 19.774232 | 20.804149 | 4.916612 | 1.994294 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 32.493158 | 14.036070 | 10.723332 | 32.493158 | 30.701189 | 6.182251 | 10.424933 | 7.238423 | 8.638388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 65.220106 | 18.973363 | 13.425656 | 34.856329 | 32.992031 | 16.989922 | 15.175707 | 65.220106 | 26.306422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Variability | 33.340334 | 26.560848 | 21.898189 | 8.743919 | 9.515854 | 33.340334 | 21.753343 | 18.104517 | 2.419960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 32.550482 | 16.046059 | 14.134999 | 32.191975 | 32.550482 | 12.572662 | 9.558068 | 7.889759 | 23.255845 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 90.955719 | 13.249603 | 14.117143 | 34.069312 | 33.179998 | 24.130100 | 33.204033 | 90.955719 | 70.233098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 25.370752 | 9.785828 | 10.745726 | 25.370752 | 24.927064 | 20.182201 | 23.018219 | 21.810648 | 3.893366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 48.242011 | 16.356640 | 9.657864 | 30.853298 | 28.570564 | 19.863960 | 25.606587 | 30.553114 | 48.242011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 40.362518 | 12.686061 | 14.299634 | 28.314113 | 28.238022 | 33.814038 | 40.362518 | 12.543916 | 1.216277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 69.143366 | 17.619352 | 25.426972 | 9.600579 | 9.298085 | 13.519762 | 15.424968 | 8.925670 | 69.143366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 190.301570 | 7.416826 | 9.291499 | 28.445171 | 29.832000 | 79.907690 | 66.056201 | 190.301570 | 119.511067 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 141.415155 | 11.662325 | 11.503354 | 26.105914 | 25.667892 | 52.728535 | 78.600792 | 122.244155 | 141.415155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 46.844371 | 7.567321 | 13.236133 | 32.477311 | 34.644640 | 32.980466 | 28.711526 | 24.140705 | 46.844371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 40.977421 | 13.956278 | 12.498412 | 26.445047 | 26.702541 | 40.977421 | 14.359855 | 7.140881 | 11.329543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 38.842537 | 13.130065 | 12.248342 | 26.143659 | 26.633684 | 38.842537 | 30.633885 | 20.034628 | 32.111744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 54.955806 | 18.711806 | 13.889803 | 32.465452 | 30.568093 | 27.209839 | 16.131209 | 54.955806 | 37.772731 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 34.022905 | 10.879895 | 13.216148 | 14.437654 | 7.483460 | 12.711523 | 13.439544 | 10.915948 | 34.022905 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 16.593961 | 2.864452 | 1.283046 | 16.593961 | 15.244789 | 3.019660 | 7.953266 | 7.061686 | 11.020082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Variability | 21.145620 | 2.896580 | 3.275481 | 20.497107 | 19.796229 | 12.975109 | 21.145620 | 4.912847 | 5.238921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | 17.032041 | 12.562557 | 17.032041 | 11.700871 | 11.042856 | 15.454231 | 16.525472 | 6.794168 | 16.311503 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 83.130579 | 0.045260 | 0.034460 | -0.581295 | -0.726828 | -0.176290 | 0.016142 | 39.796929 | 83.130579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 27.031770 | 3.041981 | 3.609115 | 17.683076 | 17.239999 | 17.868836 | 24.665273 | 27.031770 | 19.414894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Power | 53.036669 | 10.560992 | 13.987459 | 53.036669 | 52.188368 | 7.614031 | 18.729627 | -2.772145 | -1.596094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | 23.495920 | 23.495920 | 22.330240 | 11.306820 | 11.957407 | 23.159936 | 8.102745 | 1.098612 | 0.319781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Shape | 18.249057 | 17.922972 | 18.249057 | 6.096849 | 5.757953 | 8.548684 | 11.866894 | 0.701166 | 2.713452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 16272.051970 | 5342.869818 | 5342.869818 | 5001.432347 | 5001.432347 | 3336.024577 | 3336.024577 | 16272.051970 | 16272.051970 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | nn Temporal Discontinuties | 3708.546407 | 1006.825127 | 1006.825127 | 906.321305 | 906.321305 | 929.414575 | 929.414575 | 3708.546407 | 3708.546407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 2396.299137 | 735.386127 | 735.386127 | 712.800195 | 712.800195 | 722.796042 | 722.796042 | 2396.299137 | 2396.299137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | N15 | digital_ok | ee Temporal Discontinuties | 85.377429 | 22.707319 | 18.407404 | 6.341342 | 6.644735 | 12.531504 | 11.957288 | 66.250313 | 85.377429 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Shape | 16.773260 | 14.213256 | 16.773260 | 10.089558 | 9.365977 | 14.223785 | 11.304992 | 11.348540 | 11.297874 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | 44.081235 | 44.081235 | 21.540358 | 9.694885 | 12.346667 | 9.089711 | 5.994529 | 16.392177 | 11.876320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | 43.477080 | 43.477080 | 22.996962 | 10.667333 | 13.948302 | 13.733153 | 9.479458 | -3.665607 | -2.782299 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | 35.871708 | 35.871708 | 24.284238 | 6.388549 | 8.173297 | 15.962253 | 19.217193 | 6.816116 | 20.081937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Shape | 21.468175 | 21.468175 | 18.187267 | 8.574207 | 7.655406 | 7.879863 | 12.270799 | 13.103886 | 17.401646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 25.485590 | 23.250993 | 20.509014 | 7.798527 | 7.003565 | 10.099008 | 12.447608 | 23.296085 | 25.485590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 75.874107 | 41.442851 | 22.610441 | 7.780167 | 10.687621 | 16.843733 | 7.265093 | 75.874107 | 32.475017 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 115.203644 | 26.047122 | 36.864010 | 10.961680 | 8.965173 | 27.272404 | 33.915755 | 99.339134 | 115.203644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 104.790675 | 24.427828 | 23.320765 | 8.732077 | 9.376468 | 46.024466 | 27.154373 | 104.790675 | 51.652311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Temporal Discontinuties | 63.514030 | 35.650564 | 21.954521 | 7.826947 | 10.101626 | 18.235241 | 23.124820 | 51.843882 | 63.514030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 24.967899 | 22.484021 | 18.904445 | 10.536595 | 10.327651 | 8.142572 | 12.861377 | 17.552615 | 24.967899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 129.815670 | 26.668382 | 27.242997 | 9.562738 | 8.679108 | 27.078210 | 26.116172 | 22.903813 | 129.815670 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Power | 68.929466 | 12.213625 | 7.670089 | 68.929466 | 62.835676 | 10.094383 | 12.343711 | 11.741994 | 15.888353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 70.357847 | 31.239711 | 19.490486 | 7.642004 | 10.381534 | 26.831720 | 22.434916 | 70.357847 | 51.139475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Variability | 1.706163 | -0.434320 | 1.224429 | -0.686030 | -0.025779 | 1.706163 | 1.620035 | 1.441190 | 0.367944 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Temporal Discontinuties | 80.268010 | 22.453073 | 12.569936 | 18.799581 | 18.662884 | 38.220701 | 32.689785 | 80.268010 | 27.957901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Power | 58.604707 | 13.540550 | 14.518595 | 56.493945 | 58.604707 | 25.648154 | 30.493175 | 16.606998 | 18.595330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | ee Temporal Discontinuties | 51.341028 | 22.047006 | 21.621217 | 12.868061 | 11.452379 | 20.329553 | 19.447187 | 32.626091 | 51.341028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 167 | 15 | digital_ok | nn Temporal Variability | 21.813722 | 14.585719 | 19.471286 | 13.267193 | 13.047164 | 20.222326 | 21.813722 | 18.952178 | 16.879844 |